SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 6326–6350 of 10817 papers

TitleStatusHype
Mining temporal footprints from Wikipedia—0
A Comprehensive Comparative Study of Word and Sentence Similarity Measures—0
3D-CT-GPT: Generating 3D Radiology Reports through Integration of Large Vision-Language Models—0
LEAF-QA: Locate, Encode & Attend for Figure Question Answering—0
LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models—0
LCV2: An Efficient Pretraining-Free Framework for Grounded Visual Question Answering—0
Bayesian Symbol-Refined Tree Substitution Grammars for Syntactic Parsing—0
LCQMC:A Large-scale Chinese Question Matching Corpus—0
LB-KBQA: Large-language-model and BERT based Knowledge-Based Question and Answering System—0
DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew—0
LazyLLM: Dynamic Token Pruning for Efficient Long Context LLM Inference—0
Bayesian Supervised Domain Adaptation for Short Text Similarity—0
An Evaluation of GPT-4V and Gemini in Online VQA—0
Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity—0
Mitigating Large Language Model Hallucination with Faithful Finetuning—0
LAVIS: A Library for Language-Vision Intelligence—0
Mitigating LLM Hallucinations with Knowledge Graphs: A Case Study—0
Dialogue over Context and Structured Knowledge using a Neural Network Model with External Memories—0
Mitigating Low-Level Visual Hallucinations Requires Self-Awareness: Database, Model and Training Strategy—0
Bayesian Networks for Named Entity Prediction in Programming Community Question Answering—0
Data-augmented phrase-level alignment for mitigating object hallucination—0
LaVida Drive: Vision-Text Interaction VLM for Autonomous Driving with Token Selection, Recovery and Enhancement—0
Bayesian Deep Learning for Interactive Community Question Answering—0
Adversarial Regularization for Visual Question Answering: Strengths, Shortcomings, and Side Effects—0
Latent-Variable PCFGs: Background and Applications—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified